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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Rafał Jankowski

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Sep 2026

Valuation of Bulk Debt Portfolios Based on Clustering and Historical Operational Data: Evidence from Poland

Bulk debt portfolios constitute a significant asset class in the financial market, yet their acquisition value is often determined under uncertainty regarding future recoveries and collection costs. Existing valuation approaches rarely integrate debtor-level operational data, segmentation logic, and cost-adjusted recov...

Ł. Jankowski, Rafał Jankowski · 0 citations
Sep 2026

Early Identification of Debt Collection Cases with Low Recovery Potential Using Machine Learning

The article shows that machine learning may support portfolio segmentation, case prioritisation, and resource allocation in debt collection management, but such methods should be treated as decision-support tools rather than instruments for fully automating debt collection decisions.

Rafał Jankowski, Ł. Jankowski · 0 citations

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